WASHINGTON—President Donald Trump said on Thursday that he had decided not to get “involved” with the Justice Department investigation of his associates’ alleged ties to Russia and business dealings—for now.

“I’m very disappointed in my Justice Department. I have decided I won’t be involved,” Mr. Trump said in an interview on Fox News. He added: “I may change my mind at some point.”